New Orleans Restaurants

Step 1: Access Restaurant Data

from sodapy import Socrata
import pandas as pd
import json
api_url = "data.nola.gov"
resource = "hjcd-grvu"
client = Socrata(api_url, None)
results = client.get(resource, limit = 50000)
restaurants = [item for item in results if (item['businesstype'] == '1105 - FULL SVC RESTAURANTS (TABLE SERVICE)' or item['businesstype'] == '2062 - LIMITED SVC RESTAURANTS(NO TABLE SVC)' or item['businesstype'] == '1126 - DRINKING PLACES (ALCOHOLIC BEVERAGES)'   )]
businesses_json = json.dumps(results, indent=4)
with open("businesses.json", "w") as outfile:
  outfile.write(businesses_json)

json = json.dumps(restaurants, indent=4)
with open("restaurants.json", "w") as outfile:
  outfile.write(json)

Step 2: Access Neighborhood Data

import pandas as pd
import requests
import json
api_url = "https://maps.nola.gov/server/rest/services/Reference/Reference_Layers/MapServer/0/query?where=OBJECTID%3E0&outFields=*&returnGeometry=true&f=geojson"
results = requests.get(api_url)
with open("neighborhoods.geojson", "w") as outfile:
  outfile.write(results.content.decode('utf-8'))

Step 3: Map Neighborhoods with Leaflet

from sodapy import Socrata
import json
import pandas as pd
import geopandas as gpd
from ipyleaflet import Map, basemaps, basemap_to_tiles, GeoData, LayersControl

df = gpd.read_file("neighborhoods.geojson")
df.plot()
geo_data = GeoData(
   geo_dataframe = df,
   name = 'Neighborhoods'
)
m = Map(center=(30.204793, -90.000000), zoom=9)
tiles = basemap_to_tiles(basemaps.CartoDB.Voyager)
m.add_layer(geo_data)
m

Step 4: Map Restaurants with Leaflet

import json
import pandas as pd
import geopandas as gpd
from ipyleaflet import Map, basemaps, basemap_to_tiles, GeoData, LayersControl
with open('restaurants.json') as file:
  restaurants_json = json.load(file)

rdf = pd.DataFrame(restaurants_json)
restaurants = gpd.GeoDataFrame(rdf, geometry=gpd.points_from_xy(rdf.longitude,rdf.latitude),crs="EPSG:4326")
restaurants.plot()
geo_data = GeoData(
   geo_dataframe = restaurants,
   style={'color': 'black', 'fillColor': '#3366cc', 'opacity':0.05, 'weight':1.9, 'dashArray':'2', 'fillOpacity':0.6},
   hover_style={'fillColor': 'red' , 'fillOpacity': 0.2},
   name = 'Restaurants'
)
m = Map(center=(30.204793, -90.000000), zoom=9)
tiles = basemap_to_tiles(basemaps.CartoDB.Voyager)
m.add_layer(geo_data)
m

from IPython.display import display, HTML
with open('businesses.json') as file:
  businesses_json = json.load(file)

df = pd.DataFrame(businesses_json)
display(HTML(df.head().to_html()))
a = pd.DataFrame(df.groupby('businesstype').size().sort_values(ascending=False))
display(HTML(a.to_html()))
businessname ownername businesstype businesslicensenumber businessstartdate address streetnumber streetname streetsuffix city state zip mailaddress mailcity mailstate mailzip latitude longitude location :@computed_region_ewbu_t8bu :@computed_region_k37d_then :@computed_region_m56f_hbma :@computed_region_7fw3_kdpf :@computed_region_spev_d8jm :@computed_region_sikx_bdeb :@computed_region_evki_aju8 :@computed_region_u4yh_3wk9 suite mailsuite streetdirection phonenumber
0 1000 FIGS THE SUNNY KITCHEN,LLC 1105 - FULL SVC RESTAURANTS (TABLE SERVICE) 304684 2014-11-08T00:00:00.000 3141 PONCE DE LEON ST 3141 PONCE DE LEON ST NEW ORLEANS LA 70119 261 ACOMA ST DENVER CO 80223 29.9805170951699 -90.0842403014248 {'latitude': '29.9805170951699', 'longitude': '-90.0842403014248', 'human_address': '{"address": "", "city": "", "state": "", "zip": ""}'} 12981 1 91 21 3768 91 6 12981 NaN NaN NaN NaN
1 1040, INC 1040, INC 3347 - TAX PREPARATION SERVICES 276137 2015-01-20T00:00:00.000 6000 BULLARD AVE 6000 BULLARD AVE NEW ORLEANS LA 70126 6000 BULLARD AVE NEW ORLEANS LA 70126 30.043422170192 -89.9614578795639 {'latitude': '30.043422170192', 'longitude': '-89.9614578795639', 'human_address': '{"address": "", "city": "", "state": "", "zip": ""}'} 5372 5 188 54 4150 188 1 5372 NaN NaN NaN NaN
2 1040, INC DBA JACKSON HEWITT TAX SERVICE 3347 - TAX PREPARATION SERVICES 295326 2019-01-18T00:00:00.000 5941 BULLARD AVE 5941 BULLARD AVE NEW ORLEANS LA 70128 5941 BULLARD AVE NEW ORLEANS LA 70128 30.040876283326 -89.9551160763878 {'latitude': '30.040876283326', 'longitude': '-89.9551160763878', 'human_address': '{"address": "", "city": "", "state": "", "zip": ""}'} 1100 5 188 54 4150 188 1 1100 3 3 NaN NaN
3 105 SEAHORSES LLC 105 SEAHORSES LLC 2052 - INDEPENDENT ARTISTS/WRITERS/PERFORMERS 292668 2022-08-18T00:00:00.000 601 S SCOTT ST 601 SCOTT ST NEW ORLEANS LA 70119 601 S SCOTT ST NEW ORLEANS LA 70119 29.9688144964553 -90.1025632674974 {'latitude': '29.9688144964553', 'longitude': '-90.1025632674974', 'human_address': '{"address": "", "city": "", "state": "", "zip": ""}'} 8776 2 109 47 3768 109 6 8776 NaN NaN S NaN
4 11.22 11.22 LLC 1105 - FULL SVC RESTAURANTS (TABLE SERVICE) 295104 2022-04-01T00:00:00.000 8480 MORRISON RD 8480 MORRISON RD NEW ORLEANS LA 70127 1763 JACKSON AVE NEW ORLEANS LA 70113 30.0359895647335 -89.994419375814 {'latitude': '30.0359895647335', 'longitude': '-89.994419375814', 'human_address': '{"address": "", "city": "", "state": "", "zip": ""}'} 13795 5 166 20 4149 166 1 13795 B NaN NaN 5042899128
0
businesstype
1105 - FULL SVC RESTAURANTS (TABLE SERVICE) 879
2001 - TAXI SERVICE 495
1126 - DRINKING PLACES (ALCOHOLIC BEVERAGES) 399
1203 - ARTIST-PAINTING ON STREETS 305
3382 - LAWYERS 304
1212 - HOME BASED-OFFICE USE ONLY 298
2062 - LIMITED SVC RESTAURANTS(NO TABLE SVC) 273
0151 - FLEA MARKET 269
4701 - HOTELS (EXC CASINO HOTELS) & MOTELS 230
3338 - BEAUTY SALONS 212
1185 - SPECIAL TRADE CONTRACTORS, ALL OTHER 187
1169 - MISC STORE RTLERS (EX TOBAC), ALL OTH 186
2014 - PARKING LOTS & GARAGES 171
1101 - CONVENIENCE STORES 163
3803 - PERSONAL SERVICES, ALL OTHER 157
1173 - ART DEALERS 157
1119 - GENERAL MERCHANDISE STORES, ALL OTH 156
3361 - OFFICE OF PHYSICIAN(EX MENTAL HEALTH) 139
3401 - ELECTRICAL CONTRACTORS 122
3350 - ADMIN MGT/GENERAL MGT CONSULTING SVCS 119
2003 - LIMOUSINE SERVICE 116
1128 - CLOTHING STORES, OTHER 113
1106 - GROCERY (EXC CONVENIENCE) STORES 111
1401 - SOCIAL ADVOCACY ORGANIZATIONS, OTHER 101
4703 - BED & BREAKFAST INNS 99
1204 - MARDI GRAS - FIXED LOCATIONS 93
2081 - NAIL SALONS 89
3366 - CHILD DAY CARE SERVICES 88
1154 - GIFT, NOVELTY & SOUVENIR STORES 87
4511 - VIDEO DRAW POKER DEVICES 86
0178 - OFFICES OF DENTISTS 82
4001 - MGMT CONSULTING SVCS, OTHER 78
5301 - TOUR OPERATORS 77
3353 - ARCHITECTURAL SERVICES 77
3307 - BARBER SHOPS 76
2065 - CATERERS 75
0182 - OFFICES OF MENTAL HEALTH PRACTIT, OTH 73
0802 - PLUMBING, HEATING & A/C CONTRACTORS 72
0501 - REAL ESTATE AGENTS AND BROKERS 69
1120 - PHARMACIES & DRUG STORES 69
1121 - COSMETICS/BEAUTY SUPP/PERFUME STORES 69
3355 - ENGINEERING SERVICES 67
1131 - GASOLINE STATIONS W/CONVENIENCE STORES 66
1114 - WOMEN'S CLOTHING STORES 66
3373 - PERSONAL CARE SERVICES, OTHER 66
3305 - LESSOR OF RESIDENTIAL BLDGS/DWELLINGS 66
3203 - INTERIOR DESIGN SERVICES 66
5502 - MOBILE FOOD SERVICES 65
1160 - ELECTRONIC SHOPPING/MAIL-ORDER HOUSES 63
3312 - FOOD SERVICE CONTRACTORS 63
3310 - REAL ESTATE, OTHER ACTIVITIES RELATED 60
2004 - TRANSIT/GROUND PASSNGR TRANS, ALL OTH 60
1122 - JEWELRY STORES 59
4901 - CIVIC & SOCIAL ORGANIZATIONS 58
3334 - FITNESS & RECREATIONAL SPORTS CTRS 54
0185 - OFFICES OF HEALTH PRACT, ALL OTH MISC 54
2033 - JANITORIAL SERVICES 51
1134 - FURNITURE STORES 50
2025 - LANDSCAPING SERVICES 50
1112 - CLOTHING ACCESSORIES STORES 47
2071 - AUTO REPAIR & MAINT, ALL OTH 47
3375 - CELLULAR & OTH WIRELESS TELECOMM 46
3336 - ACCOUNTING SERVICES, OTHER 45
0315 - COMMERCIAL/INSTITUTIONAL BLDG CONSTRU 44
1108 - BAKED GOODS STORES 44
3501 - SINGLE FAMILY HOUSING CONSTRUCTION 41
2019 - COIN-OPERATED LAUNDRIES/DRY CLEANERS 41
2064 - SNACK & NONALCOHOLIC BEVERAGE BARS 40
3347 - TAX PREPARATION SERVICES 39
2032 - SPECIAL NEEDS TRANSPORTATION 36
3802 - SECURITY GUARDS & PATROL SERVICES 36
2002 - GENERAL AUTOMOTIVE REPAIR 36
2015 - GENERAL WAREHOUSING & STORAGE 36
1117 - FAMILY CLOTHING STORES 35
0177 - OFF OF PHYSICIAN, MNTL HLTH SPECIALST 35
0174 - SCHOOLS & INSTRUCTION, ALL OTH MISC 35
1129 - AUTO PARTS & ACCESSORIES STORES 35
0175 - EDUCATIONAL SUPPORT SERVICES 34
2094 - OFFICE ADMINISTRATIVE SERVICES 34
1149 - TOBACCO STORES 34
2010 - MOTOR VEHICLE TOWING 34
3002 - LESSOR OF NONRES BLDGS (EX MINIWRHSE) 33
1191 - HOME FURNISHINGS STORES, ALL OTH 33
3342 - LEGAL SERVICES, ALL OTHER 32
1501 - DURABLE GOODS WHLSRS, OTHER MISC 32
1145 - BOOK STORES 31
2052 - INDEPENDENT ARTISTS/WRITERS/PERFORMERS 31
0183 - PHYS/OCCUP/SPEECH THERAP/AUDIOLOGISTS 30
3380 - MARKETING CONSULTING SVCS 29
2023 - CAR WASHES 27
1109 - CONFECTIONERY & NUT STORES 27
3364 - RECEPTION HALL 27
4201 - SCIENTIFIC/TECHNCL CONSLTNG SVCS, OTH 27
2501 - MUSEUMS 26
1110 - BEER, WINE & LIQUOR STORES 26
2068 - AUTO MECHANICAL/ELECTRICAL R & M, OTH 26
0164 - ELEMENTARY & SECONDARY SCHOOLS 26
0176 - HOME HEALTH CARE SVCS 26
2031 - AUTOMOTIVE BODY, PAINT & INTERIOR R&M 25
4509 - VETERINARY SVCS 25
1170 - CARPENTRY CONTRACTORS 25
1115 - SHOE STORES 25
1205 - MARDI GRAS - WALKERS 25
3202 - PHOTOGRAPHY STUDIOS, PORTRAIT 24
3308 - LESSORS OF OTH REAL ESTATE PROPERTY 24
1155 - HEALTH/PERSONAL CARE STORES, ALL OTH 24
3344 - CERTIFIED PUBLIC ACCOUNTANTS 23
3352 - INVESTMENT ADVICE 23
3207 - MOTION PICTURE & VIDEO PRODUCTION 23
0180 - OFFICES OF CHIROPRACTORS 23
3369 - GRAPHIC DESIGN SVCS 22
1111 - SPECIALTY FOOD STORES, ALL OTHER 22
1140 - BUILDING MATERIAL DEALERS, OTHER 22
2029 - GENERAL FREIGHT TRUCKING 21
1157 - USED MERCHANDISE STORES 21
0502 - RESIDENTIAL PROPERTY MGRS 21
4502 - COIN-OPER AMUSEMENT DEVICES, ALL OTH 21
3345 - PROF/SCIENTIFIC/TECHNCL SVCS, ALL OTH 20
1151 - FLORISTS 20
2018 - DRY-CLEAN/LAUNDRY SVCS (EXC COIN-OP) 20
0190 - OUTPATIENT CARE CENTERS, ALL OTH 20
3901 - EMPLOYMENT PLACEMENT AGENCIES 20
3346 - TRAVEL ARRNGMNT/RESERVN SVCS, ALL OTH 19
3383 - GENERAL MEDICAL & SURGICAL HOSPITALS 19
1113 - MEN'S CLOTHING STORES 19
3001 - PASSENGER CAR RENTAL 19
1130 - TIRE DEALERS 18
2901 - FUNERAL HOMES & FUNERAL SERVICES 18
1001 - CONSUMER LENDING 18
1166 - PERSONAL & HH GOODS R & M, OTHER 18
0188 - KIDNEY DIALYSIS CENTERS 18
3801 - INVESTIGATION SERVICES 18
2039 - CHILD & YOUTH SVCS 18
5503 - DIRECT SELLING ESTABLISHMENTS, OTH 17
0150 - NONDURABLE GOODS WHLSRS, OTH MISC 17
3101 - INSURANCE AGENCIES & BROKERAGES 17
1199 - PET & PET SUPPLIES STORES 17
1189 - RADIO, TV & OTH ELECTRONICS STORES 17
3337 - COMMER/IND MACH & EQP RNTL/LSNG, OTH 17
3374 - COMPUTER SYSTEMS DESIGN SVCS 17
1602 - USED CAR DEALERS 17
4506 - COMMERCIAL PHOTOGRAPHY 16
4002 - ENVIRONMENTAL CONSULTING SVCS 15
2063 - CAFETERIAS 15
3309 - NONRESIDENTIAL PROPERTY MANAGERS 15
3201 - SPECIALIZED DESIGN SERVICES, OTHER 15
2051 - PROM OF PERFORM ARTS/SPORTS/SIM EVNTS 15
0607 - HEAVY CONSTRUCTION, ALL OTHER 15
0144 - WINE/DISTILLED ALCOHOLIC BEV WHLSRS 15
0181 - OFFICES OF OPTOMETRISTS 15
1143 - OPTICAL GOODS STORES 15
0187 - OUTPATIENT MENTL HLTH/SUBS ABUSE CTRS 14
1174 - BOAT DEALERS/MARINE SUPPLIES 14
3304 - PET CARE (EXC VETERINARIAN) SERVICES 14
3333 - INSURANCE RELATED ACTIVITIES, ALL OTHER 14
2041 - INDIVIDUAL & FAMILY SERVICES, OTH 14
1123 - SPORTING GOODS STORES 14
2310 - AMUSEMENT/RECREATION INDUST, ALL OTH 14
0108 - ELECTRIC PARTS & EQUIP WHLSRS, OTH 13
1104 - FISH & SEAFOOD MARKETS 13
1176 - ROOFING/SIDING/SHEET METAL CONTRACTOR 13
3371 - TECHNICAL & TRADE SCHOOLS, OTHER 13
3341 - TITLE ABSTRACT & SETTLEMENT OFFICES 13
2802 - BREWERIES 13
1502 - CONSTRUCTION MATERIAL WHLSRS, OTHER 12
3379 - PUBLIC RELATIONS AGENCIES 12
0116 - INDUSTRIAL SUPPLIES WHLSRS 12
3372 - CUSTOM COMPUTER PROGRAMMING SVCS 12
2404 - DANCE COMPANIES 12
1127 - SEWING/NEEDLEWORK/PIECE GOODS STORES 12
1116 - CHILDREN'S & INFANTS' CLOTHING STORES 12
5501 - SECURITY SYSTEMS SVCS (EX LOCKSMITHS) 12
3324 - CONSUMER GOODS RENTAL, ALL OTHER 11
3701 - ADVERTISING AGENCIES 11
3314 - TRUCK/UTILITY TRAILER/RV RNTL & LSNG 11
1607 - COFFEE & TEA MFG 11
0202 - INVESTMENT BANKING 11
1146 - BUS SVC CENTRS (INCL COPY SHOPS), OTH 11
4702 - ROOMING & BOARDING HOUSES 11
2005 - CHARTER BUS INDUSTRY 11
0313 - MULTIFAMILY HOUSING CONSTRUCTION 10
2027 - SUPPORT SERVICES, ALL OTHER 10
3365 - FINE ARTS SCHOOLS 10
1177 - CONCRETE CONTRACTORS 10
0102 - ALL OTH MISC MFG 10
0135 - FISH & SEAFOOD WHLSRS 10
3340 - TRAVEL AGENCIES 10
1003 - IN OPERATION-PENDING RTN OF RV FORM 10
0026 - COMMERCIAL PRINTING 10
2079 - REUPHOLSTERY & FURN REPAIR 10
2085 - PAY DAY LOANS 10
3326 - GENERAL RENTAL CENTERS 10
1137 - COMPUTER & SOFTWARE STORES 10
3325 - SPORTS & RECREATION INSTRUCTION 9
2021 - WASTE MGMT, ALL OTHER MISC 9
3317 - VIDEO TAPE & DISK RENTAL 9
2059 - MARINAS 9
3306 - LESSOR OF MINIWRHSE/SELF STORAGE UNITS 9
1707 - LMBR/PLYWD/MILLWORK/WORK PANEL WHLSRS 9
3204 - RELIGIOUS ORG 9
2302 - THEATER CO & DINNER THEATERS 9
1701 - AUTO & OTH MOTOR VEHICLE WHLSRS 9
2017 - SCENIC & SIGHTSEEING TRANS, LAND 9
0306 - SECURITIES BROKERAGE 9
0138 - GROCERY & RELATED PRDCTS WHLSRS, OTH 9
3378 - HUMAN RESOURC/EXEC SRCH CNSLTING SVCS 9
1124 - NURSERY & GARDEN CENTERS 9
0195 - AMBULTRY HLTH CARE SVCS, ALL OTH MISC 9
5508 - CONVENTION & TRADE SHOW ORGANIZERS 9
1164 - PAINTING & WALL COVERING CONTRACTORS 9
1147 - MUSICAL INSTRUMENT & SUPPLIES STORES 8
1142 - GASOLINE STATIONS, OTHER 8
1139 - PAINT & WALLPAPER STORES 8
1187 - HOBBY, TOY & GAME STORES 8
2047 - MUSICAL GROUPS & ARTISTS 8
2044 - COMMUNITY HOUSING SVCS, OTH 8
3327 - SIMLR ORG (EX BUS/PROF/LABOR/POL), OTH 8
1153 - CEMETERIES & CREMATORIES 8
3322 - RECREATIONAL GOODS RENTAL 8
2040 - SVCS FOR ELDERLY & DISABLED PERSONS 8
1103 - MEAT MARKETS 8
3318 - TESTING LABORATORIES 8
0199 - RESID MENTAL HLTH/SUBST ABUSE FACILIT 8
0304 - COMMISSION AGENTS/BROKERS 8
0191 - MEDICAL LAB 8
0305 - FNAN TRANSAC PROC/RESRV/CLEARGHSE ACT 8
1167 - DRYWAL/PLASTR/ACOUST/INSULATION CONTR 8
1180 - GLASS & GLAZING CONTRACTORS 8
5506 - SVCS TO BLDGS & DWELLINGS, OTHER 8
3205 - REAL ESTATE APPRAISERS 8
1156 - VENDING MACHINE OPERATORS 8
8806 - .1(43) BED AND BREAKFAST 1 TO 2 ROOMS 8
2061 - RV PARKS & CAMPGROUNDS 8
3331 - EXTERMINATING & PEST CONTROL SERVICES 8
0154 - SCENIC & SIGHTSEEING TRANS, OTH 8
1708 - BRCK/STNE/RELATED CONSTR MTRLS WHLSRS 7
2070 - AUTO OIL CHANGE & LUBRICATION SHOPS 7
0028 - DIGITAL PRINTING 7
2078 - APPLIANCE REPAIR & MAINT 7
1148 - PRERECORDED TAPE, CD & RECORD STORES 7
1601 - NEW CAR DEALERS 7
4301 - R & D IN PHYS/ENGINEERG/LIFE SCIENCES 7
1141 - FOOD (HEALTH) SUPPLEMENT STORES 7
4512 - DOCUMENT PREPARATION SVCS 7
1901 - COMP/COMP PERIPH EQUIP & SFTWR WHLSRS 7
3354 - LANDSCAPE ARCHITECTURAL SVCS 7
2020 - CARPET & UPHOLSTERY CLEANING SVCS 7
0184 - OFFICES OF PODIATRISTS 6
2038 - RESIDENTIAL CARE FACILITIES, OTH 6
3343 - FREIGHT TRANS ARRANGEMENT 6
0169 - PROF & MGMT DEVELOPMENT TRAINING 6
0149 - PAINT, VARNISH & SUPPLIES WHLSRS 6
2034 - NAVIGATIONAL SVCS TO SHIPPING 6
0197 - SPECIALTY(EX PYSCH/SUBST ABUSE) HOSP 6
0118 - TRANSP EQP/SUPP (EX MOTOR VEH) WHLSRS 6
3332 - OFFICE MACH & EQUIP RENTAL & LEASING 6
1192 - ADVERTISING, OTHER SVCS RELATED TO 6
0104 - EQUIP & SUPP WHLSRS, OTH PROF 6
3358 - BUILDING INSPECTION SVCS 6
3313 - AUTOMOBILE DRIVING SCHOOLS 6
2073 - COMPUTER & OFFICE MACH R & M 6
0801 - PAWNSHOPS 6
1706 - HOME FURNISHING WHLSRS 6
2008 - USED HOUSEHOLD & OFFICE GOODS MOVING 6
1125 - HARDWARE STORES 6
2502 - TELECOMMUNICATIONS RESELLERS 5
5001 - PRIVATE MAIL CENTERS 5
0189 - FREESTAND AMBUL SURGICAL/EMERGCY CTR 5
5401 - CONVENTION & VISITORS BUREAUS 5
1604 - MOTORCYCLE DEALERS 5
1902 - MED/DENTL/HOSPITAL EQP & SUPP WHLSRS 5
1183 - WRECKING & DEMOLITION CONTRACTORS 5
3323 - ROAD TRANS SUPPORT ACTIVITIES, OTH 5
2601 - DATA PROCESSING SVCS 5
8404 - 2(14)(A) MEMBER TO CANVASS OR SOLICIT 5
1136 - OFFICE SUPPLIES & STATIONERY STORES 5
0159 - WASTE COLLECTION, OTHER 5
2045 - EMERGENCY & OTH RELIEF SVCS 5
2203 - COURIERS 5
2069 - AUTO GLASS REPLACEMENT SHOPS 5
0106 - ELEC APPR/EQP/WIR SUPP/CONSTR MAT WHL 5
1100 - JWLRY/WTCH/PREC STONE OR METAL WHLSRS 5
2035 - SCENIC & SIGHTSEEING TRANS, WATER 5
3311 - PASSENGER CAR LEASING 5
0121 - RECYCLABLE MATERIAL WHLSRS 5
2303 - PUBLISHERS, ALL OTHER 5
0137 - FRESH FRUIT & VEGETABLE WHLSRS 4
3206 - VOLUNTARY HEALTH ORG 4
0027 - COMMERCIAL SCREEN PRINTING 4
8807 - .1(43) BED AND BREAKFAST 3 TO 5 ROOMS 4
2301 - MOTION PICTURE THEATER (EX DRIVE-INS) 4
0123 - STATIONERY & OFFICE SUPPLIES WHLSRS 4
0070 - FABR METAL PRDCT MFG, ALL OTH MISC 4
2088 - SUPPORT ACTIVITIES FOR OIL/GAS OPER 4
2089 - LESSORS OF NONFNAN INTANGIBLE ASSETS 4
5504 - LOCKSMITHS 4
0105 - METAL SVC CENTERS & OFFICES 4
2401 - TELEVISION BROADCASTING 4
0110 - PLMG/HTNG EQUIP/SUPP (HYDRNCS) WHLSRS 4
2075 - ELECTRONIC & PRECISION EQP R & M, OTH 4
1165 - MASONRY & STONE CONTRACTORS 4
3601 - PROC/PHYS DISTRIB/LOGSTS CNSLTNG SVCS 4
3360 - AGT/MGR FOR ARTST/ATHL/ENTERT/PUB FIG 4
3377 - COMPUTER FACILITIES MGT SVCS 4
2036 - WATER TRANS SUPPORT ACTIVITIES, OTH 4
1133 - HIGHWAY & STREET CONSTRUCTION 4
2043 - TEMPORARY SHELTERS 4
0173 - EXAM PREPARATION & TUTORING 4
1144 - LUGGAGE & LEATHER GOODS STORES 4
1159 - OUTDOOR POWER EQUIPMENT STORES 4
2056 - CASINOS (EXC HOTEL CASINOS) 4
0145 - FARM SUPPLIES WHLSRS 4
2067 - AUTO TRANSMISSION REPAIR 4
3370 - MORTGAGE & NONMORTGAGE LOAN BROKERS 4
4504 - VIDEO GAMES/PINBALL/FLIPPER DEVICES 4
1184 - BLDG EQUIP & OTH MACH INSTALL CTRCTRS 4
3349 - AMUSEMENT ARCADES 3
5201 - COURT REPORTING & STENOTYPE SVCS 3
1186 - FLOOR COVERING STORES 3
3348 - PAYROLL SERVICES 3
1168 - TILE/MARBLE/TERRAZZ/MOSAIC CONTRACTOR 3
1611 - MOTOR VEHICLE DEALERS, ALL OTHER 3
1138 - CAMERA & PHOTOGRAPHIC SUPPLIES STORES 3
1172 - FLOOR LAYING & OTH FLOOR CONTRACTORS 3
1801 - PERISHABLE PREPARED FOOD MFG 3
2026 - GRANTMAKING FOUNDATIONS 3
1702 - MOTOR VEH SUPPLIES & NEW PARTS WHLSRS 3
1135 - HOUSEHOLD APPLIANCE STORES 3
0140 - PLASTIC MAT/BASIC FORMS/SHAPES WHLSRS 3
2030 - SPECIALIZED FREIGHT (EXC USED) TRCKNG 3
2048 - SPORTS TEAMS & CLUBS 3
4505 - ADVERTISING MATERIAL DISTRIBUTION SVCS 3
2080 - FOOTWEAR & LEATHER GOODS REPAIR 3
0156 - AIR TRANS SUPPORT ACTIVITIES, OTH 3
0131 - PACKAGED FROZEN FOOD WHLSRS 3
3329 - COMM AIR/RAIL/WTR TRANS EQP RNTL/LSNG 3
3339 - NOTARIES 3
0128 - WOMEN/CHILDREN/INFANTS CLOTHING WHLSRS 3
2093 - CREDIT INTERMED, OTH ACTIVIT RELATED 3
0171 - FLIGHT TRAINING 3
4704 - TRAVELER ACCOMMODATION, ALL OTH 3
2046 - VOCATIONAL REHABILITATION SVCS 3
3315 - CONSUMER ELECTRONICS/APPLIANCE RENTAL 3
4101 - REFRIGERATED WAREHOUSING & STORAGE 3
3902 - TEMPORARY HELP SERVICES 3
3356 - DRAFTING SERVICES 2
5507 - PACKAGING & LABELING SVCS 2
3320 - REAL ESTATE CREDIT 2
8401 - .2(10A) MANUALLY PAINT, SKETCH OR DRAW 2
3702 - DISPLAY ADVERTISING 2
3402 - LAND SUBDIVISION & LAND DVLPMT 2
8570 - 2(35)(C) PUBLIC SHOW / RETAIL SALES 2
3330 - CONSTR/MNG/FRSTRY MACH & EQP RNT/LSNG 2
4302 - R & D IN SOCIAL SCIENCES & HUMANITIES 2
3381 - SOUND RECORDING STUDIOS 2
3362 - CLAIMS ADJUSTING 2
3384 - NURSING CARE FACILITIES 2
8460 - .2(7) SELL ON FOOT OR FROM PUSH CART 2
0025 - ENVIRONMENT & WILDLIFE ORG 2
2016 - PORT & HARBOR OPERATIONS 2
1107 - COMMERCIAL EQUIPMENT WHLSRS, OTH 2
0127 - MEN/BOYS CLOTHING & FURNISHING WHLSRS 2
2076 - COMMR/IND MACH/EQP (EX AUTO/ELEC) R&M 2
0079 - SHIP BLDG & REPAIR 2
2072 - CONSUMER ELECTRONICS R & M 2
0081 - WOOD KITCHEN CABINET & COUNTERTOP MFG 2
0157 - RAIL TRANS SUPPORT ACTIVITIES 2
2058 - GOLF COURSES & COUNTRY CLUBS 2
0153 - GRANTMAKING & GIVING SVCS, OTH 2
1179 - STRUCTURAL STEEL ERECTION CONTRACTORS 2
2049 - APPAREL ACCESS & APPAREL MFG, OTH 2
0111 - WARM AIR HEATNG/A/C EQUIP/SUPP WHLSRS 2
2028 - SOLID WASTE COLLECTION 2
0115 - INDUSTRIAL MACHINERY & EQUIP WHLSRS 2
0203 - COMMERCIAL BANKING 2
2013 - MARINE CARGO HANDLING 2
0117 - SVC ESTABLISHMENT EQUIP & SUPP WHLSRS 2
2009 - ARMORED CAR SERVICES 2
2006 - COLLECTION AGENCIES 2
0134 - CONFECTIONERY WHOLESALERS 2
1711 - OFFICE EQUIP WHLSRS 2
0124 - INDUSTRIAL/PERSONAL SVC PAPER WHLSRS 2
1118 - DEPARTMENT STORES 2
0126 - PIECE GDS/NOTION/OTH DRY GOODS WHLSRS 2
1102 - FRUIT & VEGETABLE MARKETS 2
0192 - DIAGNOSTIC IMAGING CTRS 2
0198 - RESIDNTIAL MENTAL RETARDATION FACILIT 2
2817 - WMN/GIRL CUT/SEW DRESS MFG 2
2503 - PERFORMING ARTS COMPANIES, OTHER 2
2405 - PROFESSIONAL ORGANIZATIONS 2
0193 - AMBULANCE SERVICES 2
0309 - PORTFOLIO MANAGEMENT 2
2306 - INTEGRATED RECORD PRODUCTION/DISTRIB 2
2305 - RECORD PRODUCTION 2
0310 - TRUST, FIDUCIARY & CUSTODY ACTIVITIES 2
2209 - LOCAL MESSENGERS & LOCAL DELIVERY 2
0037 - SOAP & OTH DETERGENT MFG 2
0401 - SELLING STOCKS OR BONDS AS PRINCIPAL 2
0186 - FAMILY PLANNING CENTERS 2
2204 - NEWSPAPER PUBLISHERS 2
0170 - COSMETOLOGY & BARBER SCHOOLS 2
0314 - MFG & INDUSTRIAL BLDG CONSTRUCTION 2
2201 - ELECTRIC BULK PWR TRANSMISSION & CTRL 2
0148 - TOBACCO & TOBACCO PRODUCT WHLSRS 1
0132 - DAIRY PRDCT (EXC DRIED/CANNED) WHLSRS 1
0166 - COLLEGES, UNIVERSITIES & PROF SCHOOLS 1
4510 - EMPLOYEE LEASING SVCS 1
0142 - PETRO PRDCT WHLSRS(EX BLK STATN/TRML) 1
0194 - BLOOD & ORGAN BANKS 1
4507 - TRANSLATION & INTERPRETATION SVCS 1
4102 - FARM PRODUCT WAREHOUSING & STORAGE 1
0162 - REMEDIATION SERVICES 1
4401 - MEDIA BUYING AGENCIES 1
3303 - REAL ESTATE INVESTMENT TRUSTS 1
0125 - DRUGS & DRUGGISTS' SUNDRIES WHLSRS 1
8403 - 2(14)(B) MEMBER TO CANVASS/SOLICIT 1
9905 - GAMES OF SKILL OR AMUSEMENT 1
0029 - MANIFOLD BUSINESS FORMS PRINTING 1
0030 - BOOKS PRINTING 1
8804 - NURSING HOME 1
8722 - AUTHORIZED RAFFLES/GAMES OF CHANCE 1
8612 - 2(34) RUMMAGE/GARAGE SALE 1
0032 - ASPHALT PAVING MIXTURE & BLOCK MFG 1
8550 - 2(35)(A) RETAIL SALE/TEMPORARY QUARTERS 1
0035 - INDUSTRIAL GAS MFG 1
8440 - 2(31)ADMISSIONS ARE CHARGED 1
8408 - .2(6) COOKED FOODS, CAKE, PIES, ETC. 1
0043 - FINE CHINA & OTH POTTERY PRODUCT MFG 1
0122 - PRINTING & WRITING PAPER WHLSRS 1
8258 - 2(16) SELL PHOTOGRAPHS - PARTIES POSE 1
8253 - .2(9) HOME MANUFACT/HOMEMADE ARTICLES 1
0055 - SHEET METAL WORK MFG 1
0056 - ORNAMENTAL & ARCHIT METAL WRK MFG 1
0084 - CUSTOM ARCHITEC WOODWORK/MILLWORK MFG 1
0093 - JEWELRY (EXC COSTUME) MFG 1
0094 - COSTUME JEWELRY & NOVELTY MFG 1
0100 - MUSICAL INSTRUMENT MFG 1
0120 - TOY & HOBBY GOODS & SUPPLIES WHLSRS 1
4801 - TELEMARKETING BUREAUS 1
4706 - SHORT TERM RENTALS/RESIDENTIAL PROPERTIES 1
0200 - CONTINUING CARE RETIREMNT COMMUNITIES 1
0702 - DIRECT PROPTY/CASUALTY INSUR CARRIERS 1
0302 - CREDIT UNIONS 1
2092 - NEWS SYNDICATES 1
2042 - COMMUNITY FOOD SVCS 1
2053 - HISTORICAL SITES 1
2057 - GAMBLING INDUSTRIES, OTH 1
2060 - CASINO HOTELS 1
2066 - AUTO EXHAUST SYSTEM REPAIR 1
2074 - COMMUNICATION EQUIP R & M 1
2082 - DIET & WEIGHT REDUCING CENTERS 1
2083 - LINEN SUPPLIES 1
2087 - DRILLING OIL & GAS WELLS 1
3328 - RACETRACKS 1
2091 - PIPELINE TRANSPORTATION OF CRUDE OIL 1
2095 - FACILITIES SUPPORT SERVICES 1
2022 - SCHEDULED PASSENGR AIR TRANSPORTATION 1
2202 - CUT & SEW APPAREL MFG, ALL OTHER 1
2205 - PERIODICAL PUBLISHERS 1
3319 - HOME HEALTH EQUIP RENTAL 1
2206 - BOOK PUBLISHERS 1
2207 - WIRED TELECOMMUNICATIONS CARRIERS 1
3316 - FORMAL WEAR & COSTUME RENTAL 1
2208 - ON-LINE INFORMATION SVCS 1
2307 - MUSIC PUBLISHERS 1
2402 - CABLE NETWORKS 1
2504 - SATELLITE TELECOMMUNICATIONS 1
3301 - OPEN-END INVESTMENT FUNDS 1
2037 - HOMES FOR THE ELDERLY 1
2012 - COASTAL & GREAT LAKES FREIGHT TRANS 1
0303 - SALES FINANCING 1
1181 - EXCAVATION CONTRACTORS 1
0307 - COMMODITY CONTRACTS DEALING 1
0308 - COMMODITY CONTRACTS BROKERAGE 1
0311 - NATURAL GAS DISTRIBUTION 1
0601 - DIRECT HEALTH/MED INSURANCE CARRIERS 1
0602 - DIRECT TITLE INSURANCE CARRIERS 1
0604 - WATER, SEWER & PIPELINE CONSTRUCTION 1
3302 - BUSINESS ASSOCIATIONS 1
1132 - HOME CENTERS 1
1150 - NEWS DEALERS & NEWSSTANDS 1
1162 - FUEL DEALERS, OTHER 1
1163 - QUICK PRINTING 1
3367 - SURVEYING/MAPP (EX GEOPHYSICAL) SVCS 1
2007 - NONSCHED CHARTERED PASSENGR AIR TRANS 1
1182 - WINDOW TREATMENT STORES 1
1188 - CONFECT MFG FROM PURCH CHOCOLATE 1
1193 - DRIED & DEHYDRATED FOOD MFG 1
1301 - BREAD MFG 1
1603 - RECREATIONAL VEHICLE DEALERS 1
1606 - SNACK FOOD MFG, OTHER 1
1608 - FLAVORING SYRUP & CONCENTRATE MFG 1
1609 - MAYO/DRESS/OTH PREPARED SAUCE MFG 1
1710 - PHOTOGRAPHIC EQUIP & SUPPLIES WHLSRS 1
1802 - SOFT DRINK MFG 1
3351 - MRKTG RESEARCH/PUBLIC OPINION POLLING 1
9907 - ARCADES 1